استخدمه عندما يكون هدفك واضحًا في البحث والمصادر وتستطيع تحديد البيانات والأفعال التي يحتاجها فقط.
Grounded Citations
Grounded Citations: مهارة ينشرها Hermes Agent + Teknium. مجالها البحث وجمع المصادر. الرخصة MIT. الإصدار الموثّق 1.1.0. مثبّتة افتراضيًا مع Hermes، فلا تحتاج خطوة تثبيت. تدعم: linux، macos، windows.
ماذا يضيف إلى Hermes؟
Grounded Citations: مهارة ينشرها Hermes Agent + Teknium. مجالها البحث وجمع المصادر. الرخصة MIT. الإصدار الموثّق 1.1.0. مثبّتة افتراضيًا مع Hermes، فلا تحتاج خطوة تثبيت. تدعم: linux، macos، windows.
Grounded Citations هي مهارة مرتبطة بمجال البحث والمصادر. يضيف للوكيل طريقًا للعثور على معلومات ومصادر خارجية بدل الاعتماد على ذاكرة النموذج وحدها.
هذا تفسير مبسّط مبني على وصف الناشر. أبقينا الوصف الإنجليزي بجانبه حتى تستطيع مقارنة المعنى بالمصدر.
لا تضفه لمجرد التجربة إذا كان لديك طريق أبسط داخل Hermes، أو إذا لم تستطع مراجعة المصدر والصلاحيات.
مناسب لمن يريد طريقة عمل قابلة للتكرار داخل Hermes.
اطلب حقيقة حديثة مع مصدرين، وافتح الرابطين وتحقق من تاريخ النشر ومن أن النص يدعم الادعاء.
Ground answers and documents in cited, verifiable sources
فُهرس هذا الإدخال من Hermes Bundled Skills. الشرح العربي يفسّر النوع والمجال ولا يضيف وظيفة غير مذكورة في المصدر.
المصدر رسمي أو خضع لمراجعة تحريرية، لكن ذلك لا يغني عن مراجعة الصلاحيات والإصدار.
افحص، ثبّت، ثم اختبر.
- 01افتح المصدر
طابق اسم الناشر والرخصة والوصف مع حاجتك، وراجع آخر تحديث فعلي.
- 02راجع الصلاحيات والأسرار
لا تلصق قيمة سر داخل الموقع. استخدم أسماء متغيرات البيئة وامنح أقل نطاق ممكن.
- 03انسخ الإعداد فقط بعد المراجعة
الأزرار أدناه تنسخ نصًا إلى الحافظة ولا تشغّل أمرًا على جهازك.
- 04اختبر بمهمة غير حساسة
تحقق من الأدوات الظاهرة، ثم استبعد أدوات الكتابة أو الحذف التي لا تحتاجها.
مثبّتة مسبقًا مع Hermes.
تأتي هذه المهارة مع Hermes وتُحمَّل عندما يرى الوكيل أنها مناسبة. لا شيء لتثبيته؛ اقرأ التعريف أدناه لتعرف ما ستفعله.
افتح الصفحة الرسمية ↗ما الذي يحمّله Hermes بالضبط عند تشغيل هذه المهارة.
منقول من التوثيق الرسمي. اقرأه قبل تفعيل المهارة، فهذا النص يصبح تعليمات الوكيل نفسه.
Ground answers and documents in cited, verifiable sources.
Skill metadata
جدول مرجعي. لا تقرأه كله، ابحث عن السطر الذي يخصّك فقط.
| Source | Bundled (installed by default) |
| Path | skills/research/grounded-citations |
| Version | 1.1.0 |
| Author | Hermes Agent + Teknium |
| License | MIT |
| Platforms | linux, macos, windows |
| Tags | Research, Citations, Grounding, Sources, Web, Reports |
| Related skills | research-paper-writing, arxiv, ocr-and-documents |
Reference: full SKILL.md
شرح للفكرة نفسها. اقرأه ببطء، فبقية الأقسام تبني عليه.
Every claim taken from an outside source gets an inline numbered citation and a
Sources: list, Perplexity-style. A ledger script owns the url → [n] mapping
so the numbers and URLs come from retrieval, never from memory — the model only
ever emits small integers it was handed.
For high-stakes work the same ledger doubles as a fact-checking chain: verbatim
quotes are attached to each source (rejected unless they literally appear in
the fetched page text), claims from model knowledge are flagged [unverified],
and verify --evidence fails any draft whose cited sources carry no evidence.
This skill covers answers in chat, written documents (markdown, PDF, docx,
slides), and research reports. It does not cover academic BibTeX pipelines —
for conference papers use the research-paper-writing skill, which this skill
feeds (see references/citation-formats.md).
When to Use
شرح للفكرة نفسها. اقرأه ببطء، فبقية الأقسام تبني عليه.
Use whenever an answer or artifact rests on information you fetched rather than knew:
- Research, comparisons, news summaries, "what is the current state of X"
- Any deliverable you write to disk that quotes, paraphrases, or reports outside facts — reports, briefs, docs, decks, wiki pages
- Fact-finding where the user will want to check your work
- Multi-source synthesis where conflicting sources must be attributed
Skip inline citations when the retrieval is incidental to another task — a quick syntax/version lookup mid-coding, casual conversation, creative writing. Mention a URL only if the user would plausibly want the link.
Prerequisites
إعدادات تضبطها مرة وتنساها. غيّر واحدًا في كل مرة حتى تعرف أثر كل تغيير. تضبط HERMES_CITATION_LEDGER خارج المحادثة، في بيئة التشغيل.
None beyond the standard toolset. scripts/sources.py is stdlib-only Python 3.
Retrieval comes from whatever is configured: web_search, web_extract,
browser_navigate, or terminal (curl, CLIs).
Ledger location: $HERMES_HOME/cache/citations/ledger.json (profile-aware).
Override per task with --ledger <path> or HERMES_CITATION_LEDGER.
How to Run
شرح للفكرة نفسها. اقرأه ببطء، فبقية الأقسام تبني عليه.
S=~/.hermes/skills/research/grounded-citations/scripts/sources.py
python3 "$S" reset # start a clean ledger
python3 "$S" add https://example.com/a --title "A" # prints: [1]
python3 "$S" add https://example.com/b --title "B" # prints: [2]
python3 "$S" list # ledger table
python3 "$S" render # Sources: block
python3 "$S" verify draft.md # catch bad citationsadd is idempotent and URL-normalized: the same page always returns the same
id within a ledger, so ids stay stable across many search/extract rounds.
Quick Reference
جدول مرجعي. لا تقرأه كله، ابحث عن السطر الذي يخصّك فقط.
| Action | Command |
|---|---|
| Fresh ledger for a new task | sources.py reset |
| Register a source, get its id | sources.py add <url> [--title T] |
| Register several at once | sources.py add <url1> <url2> ... |
| Register from JSON tool output | sources.py ingest results.json |
| Attach verbatim evidence to a source | sources.py quote <id> --text "exact wording" --from page.txt |
| Show ledger | sources.py list [--json] |
| Render the Sources block | sources.py render [--style markdown|plain|footnotes|bibtex|evidence] [--only 1,3] |
| Render only what a draft cites | sources.py render --cited-in draft.md |
| Rewrite a draft's Sources block in place | sources.py render --replace-in draft.md |
| Check a draft's citations | sources.py verify draft.md [--strict] [--min-coverage 0.6] [--evidence] |
Procedure
شرح للفكرة نفسها. اقرأه ببطء، فبقية الأقسام تبني عليه.
① Reset the ledger at the start of a task that will produce a grounded answer or document. Skip the reset when continuing work whose ids are already in a draft — reusing the ledger keeps the numbering stable.
② Register every source at retrieval time. After each web_search /
web_extract / browser_navigate / fetch, pass the URLs to sources.py add
(or pipe the raw JSON through sources.py ingest). Do this before writing
prose. Registering later, from memory, is the failure mode this skill exists to
prevent.
③ Write cite-while-drafting. Place the bracketed id(s) immediately after each sentence the source supports:
Ice floats because it is less dense than liquid water.[1][2]- No space before the bracket; each id in its own brackets.
- Max 3 ids per sentence. Cite per sentence, not one dump at the end.
- Only ids the ledger returned. Never invent an id or a URL.
- Claims from your own knowledge get no citation.
- Conflicting sources: present both readings, each with its own id.
- Quote exact figures, dates, and names as the source states them; flag gaps explicitly ("no source found for X") instead of smoothing them over.
④ Append the Sources block with sources.py render --cited-in <draft> so
the id → URL mapping is generated mechanically from the ledger, not retyped.
For non-markdown targets pick the matching --style and follow
references/citation-formats.md for placement (footnotes in docx, endnotes in
PDF/LaTeX, a Sources slide in decks, per-page source lists in wiki output).
⑤ Verify before delivering — sources.py verify <draft> exits non-zero on
unknown ids, on a Sources block that disagrees with the ledger, or (with
--min-coverage) on prose that is too thinly cited. Fix and re-run.
⑥ Chat answers follow the same steps with the draft in your reply: register
sources, cite inline, end with the rendered Sources: list. For a short answer
you may render the block from sources.py render --only <ids> instead of
writing to a file.
Fact-Checking Mode
شرح للفكرة نفسها. اقرأه ببطء، فبقية الأقسام تبني عليه.
For work where the reader must be able to check the chain — medical, legal, financial, safety, disputed claims, or when the user asks for fact-checking — upgrade from citations to evidence:
① Attach a verbatim quote per source. After extracting a page, save its text to a file and attach the sentence(s) that carry each claim:
python3 "$S" quote 1 --text "Ice is about 9% less dense than liquid water." --from page1.txtThe quote is rejected unless it appears verbatim in the evidence text
(insensitive to whitespace, case, and markdown markup — inline links like
_[ERAP1](https://…)_ in extracted text match the plain prose a reader sees),
so a paraphrase or misremembered figure cannot masquerade as evidence.
Copy-paste from the fetched text; never retype. Quote the sentence as the
reader sees it — the matcher sees through the extractor's markup for you, so
you don't have to reproduce link syntax or escaped asterisks in your quote.
② Flag model-knowledge claims with [unverified]. A load-bearing claim
you could not source gets an explicit marker instead of a citation:
The refactor likely predates the 2.0 release.[unverified]verify --min-coverage counts [unverified] sentences as covered — the goal
is declared provenance for every claim, not a citation on every sentence.
If a key claim can be checked, check it; [unverified] is for what genuinely
cannot be, and a fact-check deliverable dominated by [unverified] markers
should say so in its summary.
③ Cross-check disputed facts against a second independent source. When two sources disagree, cite both readings with their own ids and quotes, and say which you weight and why. One source is reporting; two independent sources are corroboration.
④ Verify with the evidence gate and render the evidence block:
python3 "$S" verify report.md --evidence --min-coverage 0.5
python3 "$S" render --style evidence --replace-in report.md--evidence fails the draft if any cited source has no attached quote. The
evidence render style prints each source's quotes beneath its URL, so the
deliverable shows claim → source → exact supporting text with nothing taken on
faith. Use --replace-in <draft> to rewrite an existing Sources block in place
(idempotent — safe to re-run after attaching more quotes); --cited-in prints
to stdout instead. Both emit the heading ## Sources (--style plain emits
Sources:).
What --min-coverage counts. Coverage is
sentences with declared provenance / prose sentences. A prose sentence is a
non-empty line fragment of 4+ words after the Sources block, headings (#),
table rows (|), and fenced code are dropped; blockquote markers are stripped.
Provenance is declared by either a [n] citation or an [unverified] marker,
so a sentence carrying both counts once. Run verify without a threshold first
and read the info: stats: line to see the counts before picking a number.
Pitfalls
إعدادات تضبطها مرة وتنساها. غيّر واحدًا في كل مرة حتى تعرف أثر كل تغيير. تضبط HERMES_CITATION_LEDGER خارج المحادثة، في بيئة التشغيل.
- Registering after writing. The ledger must be populated from tool output, not reconstructed from the draft — that reintroduces exactly the hallucinated -URL risk the numbering removes.
- Renumbering mid-task. Never hand-edit ids in a draft. Ids are ledger identities; if a draft cites
[4],[4]must stay that source. Runresetonly between tasks. - Retyping URLs into the Sources block. Always
render. A hand-typed URL is an unverified claim. - Citing a search snippet as if you read the page. A
web_searchdescription supports only what it literally says. Cite the extracted page when the claim needs the body —web_extractit first. - Over-citing. Three ids on a sentence is the ceiling; a citation on every clause makes text unreadable and hides which source carries the load.
- Citing the ledger in code/config artifacts. Source comments belong in prose deliverables and doc headers, not inside generated code.
- Parallel subagents. Each subagent has its own working directory; point them all at one ledger with
--ledger(orHERMES_CITATION_LEDGER) if their outputs get merged, otherwise their ids will collide. - Quoting from a snippet instead of the page. Evidence quotes must come from the extracted page text, not a search-result description —
web_extractfirst, save the text, thenquote --fromthat file. - Paraphrasing into
quote --text. The verbatim check will reject it; the fix is to find the actual sentence, not to reword until something matches. - Using
[unverified]as an escape hatch. It marks the rare claim that genuinely cannot be sourced; if most sentences carry it, the task needed more retrieval, not more markers. - Hand-editing the Sources block. Use
render --replace-in <draft>; slicing the file yourself risks a stale or duplicated block thatverifythen flags.
Verification
شرح للفكرة نفسها. اقرأه ببطء، فبقية الأقسام تبني عليه.
python3 "$S" verify report.md --strict --min-coverage 0.5Green means: every [n] in the draft exists in the ledger, the Sources block
lists exactly the cited ids with the ledger's URLs, and the cited share of
source-bearing sentences meets the threshold. Read the warnings even when the
exit code is 0 — uncited registered sources usually mean a claim lost its
attribution during editing.