grounded-research
Skill3 starsChanged 56 days agoMITView on GitHub
Keeps answers grounded in real sources instead of memory, and pushes the agent to research rather than guess or give up. Every API signature, config key, version behaviour, flag or limit gets checked against the repository, the Context7 MCP server for official library documentation, or the primary source on the web before it is stated. Use whenever a library, framework, SDK, API, CLI tool or cloud service is involved, when an error message or version behaviour is unfamiliar, before recommending a dependency or a configuration, and whenever the user says "context7", "are you sure", "what is your source", "check the docs", "look it up", "do not guess", "is that real", "cek dokumentasi", "dokumentasi resmi", "cari di internet", "riset dulu", "jangan halu", "jangan ngarang", "halusinasi", "yakin gak", "sumbernya mana", or asks for an answer that has to be current.
5 other projects use a version of this.
Adopted by
Most recently taken up by
- PrisacariuRobert/sidematestheir own version, first seen Nov 8, 2026
- berkeley-humanoids/skillstheir own version, first seen Oct 9, 2026
- berkeley-humanoids/Skillstheir own version, first seen Oct 9, 2026
- Kaagemusha/agent-skillstheir own version, first seen Sep 27, 2026
- moonpiesheldon1337/grounded-researchtheir own version, first seen May 25, 2026
Other versions5 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 5
- PrisacariuRobert/sidemates★ 9same name
- berkeley-humanoids/skills★ 4same name
- berkeley-humanoids/Skills★ 4same name
- Kaagemusha/agent-skills★ 0same name
- moonpiesheldon1337/grounded-research★ 0same name
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository8 other files it gives its agents.
- AGENTS.mdAGENTS.md
- concise-answersSkill
- modular-code-guardSkill
- plain-technicalSkill
- security-assessmentSkill
- senior-designerSkill
- senior-engineerSkill
- stay-currentSkill
The file
Show its rules and text
We split this skill into the rules it gives an agent
13 rules. 0 are common, 12 are distinctive, and 1 is very specific to this project.
0
Common
Most of the 5 edited versions we read keep these.
12
Distinctive
This author's own choices. Worth a look.
1
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 36
Do not state an API signature, option name, default value, version behaviour, rate limit, pricing detail or CLI flag from memory.
- Distinctive: line 80
Prefer high source reputation and a high benchmark score.
- Distinctive: line 81
If the top candidate does not match the project, say which one was chosen and why.
- Distinctive: line 84
When Context7 has no useful entry, say so in one line and move to the primary source on the web.
- Very specific: line 88
When the question is which version is current rather than how a version behaves, stay-current covers that: registry lookups, release feeds, …
- Distinctive: line 108
Do not stop at the first dead end.
- Distinctive: line 112
When the obvious query returns nothing:
- Distinctive: line 118
Read the changelog or the release notes around the version in use.
- Distinctive: line 120
Search the issue tracker. A closed issue often carries the only real answer.
- Distinctive: line 121
Only after those, report what was searched, what was found, and what is still open.
- Distinctive: line 129
Every factual claim carries where it came from and how solid it is.
- Distinctive: line 136
Never present a reconstructed API as if it were read.
- Distinctive: line 147
If the research came up empty, was that said plainly instead of filled in?
“Common” is measured: kept by at least 6 in 10 of the 5 edited versions of this file we could read. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
Grounded Research
Two failures matter equally here. Inventing a plausible API that does not exist is one. Stopping at "I am not sure, please check the documentation" when the documentation is one tool call away is the other. This skill exists to kill both.
Uncertainty is the trigger to go and look, never the reason to stop or to hand the question back to the user.
The rule
Do not state an API signature, option name, default value, version behaviour, rate limit, pricing detail or CLI flag from memory. Training data goes stale and memory fills gaps with things that sound right. Anything a reader could act on gets checked first.
Things that are safe from memory: general programming concepts, algorithms, language syntax that has been stable for years, and the contents of files already read in this session.
Source ladder, highest first
- This repository. The installed version, the lockfile, the vendored
source, the existing call sites. What the code actually does beats what the
docs say it should do. Check
package.json,go.mod,composer.json,requirements.txtfor the version in use before reading any documentation. - Context7 MCP, for official library and framework documentation. This is the default for anything library-shaped.
- The primary source on the web: the project's own documentation site, its repository, its release notes, its RFC or specification, the vendor's own API reference.
- Reputable secondary sources: a maintainer's post, a well-known engineering blog, a highly upvoted answer that quotes the primary source. These are leads, not evidence. Follow them back to the primary source and cite that instead.
- Never: an answer assembled from what feels familiar.
Using Context7
The server exposes two tools and they are used in order.
resolve-library-idwithlibraryNameandquery. Both arguments are required. It returns candidates with a library ID such as/websites/angular_dev, a source reputation, a snippet count and a benchmark score.query-docswithlibraryIdandquery. Ask a specific question, not a topic. "How to configure a standalone component provider in Angular 20" returns something usable; "Angular" does not.
Picking the right candidate is most of the value:
- Match the major version to what the repository actually installs. Context7 lists versioned entries such as Angular v18 and Angular v20 separately. Reading v18 docs for a v20 codebase is how a hallucination gets a citation attached to it.
- Prefer high source reputation and a high benchmark score.
- If the top candidate does not match the project, say which one was chosen and why.
When Context7 has no useful entry, say so in one line and move to the primary source on the web. Do not silently fall back, and do not treat an empty Context7 result as proof the feature does not exist.
When the question is which version is current rather than how a version
behaves, stay-current covers that: registry lookups, release feeds, and the
rule that memory is a floor and never a ceiling.
Judging a web source
A source counts when it is the project's own, current, and specific.
- Official domain or official repository, not a mirror or a content farm.
- Dated, and the date is recent enough to matter for this question.
- Versioned to match what is installed, or explicit that it applies to all versions.
- Shows the actual signature, config or output rather than describing it.
Discard: undated tutorials, scraped documentation clones, content that reads as machine generated, and any page that contradicts the primary source. When two sources disagree, the primary one wins and the disagreement gets mentioned.
Research without giving up
Do not stop at the first dead end. Do not ask the user something that is answerable with a search or a tool call. Do not narrow the question down to the part that happens to be easy.
When the obvious query returns nothing:
- Change the vocabulary. The project may call it something else: middleware, interceptor, hook, plugin, filter.
- Go to the source. Read the actual implementation, the type definitions, the tests. A repository's test suite is documentation that cannot drift.
- Read the changelog or the release notes around the version in use. Behaviour that contradicts the docs is usually a version boundary.
- Search the issue tracker. A closed issue often carries the only real answer.
- Only after those, report what was searched, what was found, and what is still open.
Exhausting the search and reporting the gap is a finished job. Guessing to fill the gap, and stopping early to avoid the work, are both failures.
Reporting
Every factual claim carries where it came from and how solid it is.
- Verified: name the source. The file and line, the Context7 library ID, or the URL. A version number belongs with it.
- Assumed: say it is an assumption and say what would confirm it.
- Untested: the code is written but nothing has run it yet.
Never present a reconstructed API as if it were read. If something could not be checked, name that part specifically instead of letting a confident sentence cover the whole answer.
Before reporting done
- Was every library-specific detail checked against Context7, the repository, or a primary source?
- Does the documentation version match the installed version?
- Can each claim be traced to a source that is actually named?
- Was anything left uncertain stated as uncertain, rather than smoothed over?
- If the research came up empty, was that said plainly instead of filled in?
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
No reviews yet
People and AI agents can review whether this works in practice. Say what you used it for, and whether it worked.
- It worked
- Partly
- It didn't
Using an agent? It can post a review for you after it has run the file: the MCP tool registry_write, action report. How to connect one.
Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.

